{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 目录\n",
    "- 1.哑铃图 \n",
    "- 2.连续变量的直方图 \n",
    "- 3.类型变量的直方图 \n",
    "- 4.密度图 \n",
    "- 5.直方密度线图 \n",
    "- 6.Joy Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-10T13:51:48.940393Z",
     "start_time": "2021-04-10T13:51:48.101883Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.3.3\n",
      "0.11.0\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import warnings; warnings.filterwarnings(action='once')\n",
    "\n",
    "large = 22; med = 16; small = 12\n",
    "params = {'axes.titlesize': large,\n",
    "          'legend.fontsize': med,\n",
    "          'figure.figsize': (16, 10),\n",
    "          'axes.labelsize': med,\n",
    "          'axes.titlesize': med,\n",
    "          'xtick.labelsize': med,\n",
    "          'ytick.labelsize': med,\n",
    "          'figure.titlesize': large}\n",
    "plt.rcParams.update(params)\n",
    "plt.style.use('seaborn-whitegrid')\n",
    "sns.set_style(\"white\")\n",
    "%matplotlib inline\n",
    "\n",
    "# 解决 plt 中文显示的问题 mymac\n",
    "plt.rcParams['font.sans-serif'] = ['Arial Unicode MS']\n",
    "# 忽略版本问题\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")  \n",
    "\n",
    "# Version\n",
    "print(mpl.__version__)  #> 3.0.0\n",
    "print(sns.__version__)  #> 0.9.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 哑铃图\n",
    "哑铃图传达各种项目的“前”和“后”位置以及项目的排序。如果您想要将特定项目/计划对不同对象的影响可视化，那么它非常有用。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-10T13:51:49.206940Z",
     "start_time": "2021-04-10T13:51:48.942736Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1120x1120 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.lines as mlines\n",
    "# Import Data\n",
    "# df = pd.read_csv(\"https://raw.githubusercontent.com/selva86/datasets/master/health.csv\")\n",
    "df = pd.read_csv('data/health.csv')\n",
    "df.sort_values('pct_2014', inplace=True)\n",
    "df.reset_index(inplace=True)\n",
    "# Func to draw line segment\n",
    "def newline(p1, p2, color='black'):\n",
    "    ax = plt.gca()\n",
    "    l = mlines.Line2D([p1[0],p2[0]], [p1[1],p2[1]], color='skyblue')\n",
    "    ax.add_line(l)\n",
    "    return l\n",
    "# Figure and Axes\n",
    "fig, ax = plt.subplots(1,1,figsize=(14,14), facecolor='#f7f7f7', dpi= 80)\n",
    "# Vertical Lines\n",
    "ax.vlines(x=.05, ymin=0, ymax=26, color='black', alpha=1, linewidth=1, linestyles='dotted')\n",
    "ax.vlines(x=.10, ymin=0, ymax=26, color='black', alpha=1, linewidth=1, linestyles='dotted')\n",
    "ax.vlines(x=.15, ymin=0, ymax=26, color='black', alpha=1, linewidth=1, linestyles='dotted')\n",
    "ax.vlines(x=.20, ymin=0, ymax=26, color='black', alpha=1, linewidth=1, linestyles='dotted')\n",
    "# Points\n",
    "ax.scatter(y=df['index'], x=df['pct_2013'], s=50, color='#0e668b', alpha=0.7)\n",
    "ax.scatter(y=df['index'], x=df['pct_2014'], s=50, color='#a3c4dc', alpha=0.7)\n",
    "# Line Segments\n",
    "for i, p1, p2 in zip(df['index'], df['pct_2013'], df['pct_2014']):\n",
    "    newline([p1, i], [p2, i])\n",
    "# Decoration\n",
    "ax.set_facecolor('#f7f7f7')\n",
    "ax.set_title(\"Dumbell Chart: Pct Change - 2013 vs 2014\", fontdict={'size':22})\n",
    "ax.set(xlim=(0,.25), ylim=(-1, 27), ylabel='Mean GDP Per Capita')\n",
    "ax.set_xticks([.05, .1, .15, .20])\n",
    "ax.set_xticklabels(['5%', '15%', '20%', '25%'])\n",
    "ax.set_xticklabels(['5%', '15%', '20%', '25%'])    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 连续变量的直方图\n",
    "直方图显示给定变量的频率分布。下面的表示基于分类变量对频率条进行分组，从而更好地了解连续变量和串联变量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-10T13:51:50.070839Z",
     "start_time": "2021-04-10T13:51:49.211130Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Import Data\n",
    "df = pd.read_csv(\"data/mpg_ggplot2.csv\")\n",
    "# Prepare data\n",
    "x_var = 'displ'\n",
    "groupby_var = 'class'\n",
    "df_agg = df.loc[:, [x_var, groupby_var]].groupby(groupby_var)\n",
    "vals = [df[x_var].values.tolist() for i, df in df_agg]\n",
    "# Draw\n",
    "plt.figure(figsize=(16,9), dpi= 80)\n",
    "colors = [plt.cm.Spectral(i/float(len(vals)-1)) for i in range(len(vals))]\n",
    "n, bins, patches = plt.hist(vals, 30, stacked=True, density=False, color=colors[:len(vals)])\n",
    "# Decoration\n",
    "plt.legend({group:col for group, col in zip(np.unique(df[groupby_var]).tolist(), colors[:len(vals)])})\n",
    "plt.title(f\"Stacked Histogram of ${x_var}$ colored by ${groupby_var}$\", fontsize=22)\n",
    "plt.xlabel(x_var)\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.ylim(0, 25)\n",
    "plt.xticks(ticks=bins[::3], labels=[round(b,1) for b in bins[::3]])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 类型变量的直方图\n",
    "分类变量的直方图显示该变量的频率分布。通过对条形图进行着色，您可以将分布与表示颜色的另一个分类变量相关联。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-10T13:51:50.963405Z",
     "start_time": "2021-04-10T13:51:50.073482Z"
    }
   },
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "The number of FixedLocator locations (16), usually from a call to set_ticks, does not match the number of ticklabels (15).",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-4-5801e9fe1d6d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     16\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Frequency\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mylim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m40\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxticks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mticks\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbins\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0munique\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mx_var\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtolist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrotation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m90\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mhorizontalalignment\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'left'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     19\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/site-packages/matplotlib/pyplot.py\u001b[0m in \u001b[0;36mxticks\u001b[0;34m(ticks, labels, **kwargs)\u001b[0m\n\u001b[1;32m   1657\u001b[0m         \u001b[0mlabels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_xticklabels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1658\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1659\u001b[0;31m         \u001b[0mlabels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_xticklabels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1660\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0ml\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlabels\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1661\u001b[0m         \u001b[0ml\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/site-packages/matplotlib/axes/_base.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m     61\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     62\u001b[0m         \u001b[0;32mdef\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 63\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mget_method\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     64\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     65\u001b[0m         \u001b[0mwrapper\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__module__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mowner\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__module__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/site-packages/matplotlib/cbook/deprecation.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m    449\u001b[0m                 \u001b[0;34m\"parameter will become keyword-only %(removal)s.\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    450\u001b[0m                 name=name, obj_type=f\"parameter of {func.__name__}()\")\n\u001b[0;32m--> 451\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    452\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    453\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/site-packages/matplotlib/axis.py\u001b[0m in \u001b[0;36m_set_ticklabels\u001b[0;34m(self, labels, fontdict, minor, **kwargs)\u001b[0m\n\u001b[1;32m   1794\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mfontdict\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1795\u001b[0m             \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfontdict\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1796\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_ticklabels\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mminor\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mminor\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1797\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1798\u001b[0m     \u001b[0;34m@\u001b[0m\u001b[0mcbook\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_keyword_only\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"3.2\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"minor\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.8/site-packages/matplotlib/axis.py\u001b[0m in \u001b[0;36mset_ticklabels\u001b[0;34m(self, ticklabels, minor, **kwargs)\u001b[0m\n\u001b[1;32m   1715\u001b[0m             \u001b[0;31m# remove all tick labels, so only error for > 0 ticklabels\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1716\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlocator\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlocs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mticklabels\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mticklabels\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1717\u001b[0;31m                 raise ValueError(\n\u001b[0m\u001b[1;32m   1718\u001b[0m                     \u001b[0;34m\"The number of FixedLocator locations\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1719\u001b[0m                     \u001b[0;34mf\" ({len(locator.locs)}), usually from a call to\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: The number of FixedLocator locations (16), usually from a call to set_ticks, does not match the number of ticklabels (15)."
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Import Data\n",
    "df = pd.read_csv(\"data/mpg_ggplot2.csv\")\n",
    "# Prepare data\n",
    "x_var = 'manufacturer'\n",
    "groupby_var = 'class'\n",
    "df_agg = df.loc[:, [x_var, groupby_var]].groupby(groupby_var)\n",
    "vals = [df[x_var].values.tolist() for i, df in df_agg]\n",
    "# Draw\n",
    "plt.figure(figsize=(16,9), dpi= 80)\n",
    "colors = [plt.cm.Spectral(i/float(len(vals)-1)) for i in range(len(vals))]\n",
    "n, bins, patches = plt.hist(vals, df[x_var].unique().__len__(), stacked=True, density=False, color=colors[:len(vals)])\n",
    "# Decoration\n",
    "plt.legend({group:col for group, col in zip(np.unique(df[groupby_var]).tolist(), colors[:len(vals)])})\n",
    "plt.title(f\"Stacked Histogram of ${x_var}$ colored by ${groupby_var}$\", fontsize=22)\n",
    "plt.xlabel(x_var)\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.ylim(0, 40)\n",
    "plt.xticks(ticks=bins, labels=np.unique(df[x_var]).tolist(), rotation=90, horizontalalignment='left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 密度图\n",
    "密度图是一种常用工具，可视化连续变量的分布。通过“响应”变量对它们进行分组，您可以检查X和Y之间的关系。以下情况，如果出于代表性目的来描述城市里程的分布如何随着汽缸数的变化而变化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-10T13:52:03.444216Z",
     "start_time": "2021-04-10T13:52:03.091356Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x132e14a90>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Import Data\n",
    "df = pd.read_csv(\"data/mpg_ggplot2.csv\")\n",
    "# Draw Plot\n",
    "plt.figure(figsize=(16,10), dpi= 80)\n",
    "sns.kdeplot(df.loc[df['cyl'] == 4, \"cty\"], shade=True, color=\"g\", label=\"Cyl=4\", alpha=.7)\n",
    "sns.kdeplot(df.loc[df['cyl'] == 5, \"cty\"], shade=True, color=\"deeppink\", label=\"Cyl=5\", alpha=.7)\n",
    "sns.kdeplot(df.loc[df['cyl'] == 6, \"cty\"], shade=True, color=\"dodgerblue\", label=\"Cyl=6\", alpha=.7)\n",
    "sns.kdeplot(df.loc[df['cyl'] == 8, \"cty\"], shade=True, color=\"orange\", label=\"Cyl=8\", alpha=.7)\n",
    "# Decoration\n",
    "plt.title('Density Plot of City Mileage by n_Cylinders', fontsize=22)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 直方密度线图\n",
    "带有直方图的密度曲线将两个图表传达的集体信息汇集在一起，这样您就可以将它们放在一个图形而不是两个图形中。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-10T13:52:06.305426Z",
     "start_time": "2021-04-10T13:52:05.950735Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1040x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Import Data\n",
    "df = pd.read_csv(\"data/mpg_ggplot2.csv\")\n",
    "# Draw Plot\n",
    "plt.figure(figsize=(13,10), dpi= 80)\n",
    "sns.distplot(df.loc[df['class'] == 'compact', \"cty\"], color=\"dodgerblue\", label=\"Compact\", hist_kws={'alpha':.7}, kde_kws={'linewidth':3})\n",
    "sns.distplot(df.loc[df['class'] == 'suv', \"cty\"], color=\"orange\", label=\"SUV\", hist_kws={'alpha':.7}, kde_kws={'linewidth':3})\n",
    "sns.distplot(df.loc[df['class'] == 'minivan', \"cty\"], color=\"g\", label=\"minivan\", hist_kws={'alpha':.7}, kde_kws={'linewidth':3})\n",
    "plt.ylim(0, 0.35)\n",
    "# Decoration\n",
    "plt.title('Density Plot of City Mileage by Vehicle Type', fontsize=22)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Joy Plot\n",
    "Joy Plot允许不同组的密度曲线重叠，这是一种可视化相对于彼此的大量组的分布的好方法。它看起来很悦目，并清楚地传达了正确的信息。它可以使用joypy基于的包来轻松构建matplotlib。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-04-10T13:52:09.266540Z",
     "start_time": "2021-04-10T13:52:08.723999Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1280x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x720 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# !pip3 install joypy\n",
    "import joypy\n",
    "# Import Data\n",
    "mpg = pd.read_csv(\"data/mpg_ggplot2.csv\")\n",
    "# Draw Plot\n",
    "plt.figure(figsize=(16,10), dpi= 80)\n",
    "fig, axes = joypy.joyplot(mpg, column=['hwy', 'cty'], by=\"class\", ylim='own', figsize=(14,10))\n",
    "# Decoration\n",
    "plt.title('Joy Plot of City and Highway Mileage by Class', fontsize=22)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.6"
  },
  "nbTranslate": {
   "displayLangs": [
    "*"
   ],
   "hotkey": "alt-t",
   "langInMainMenu": true,
   "sourceLang": "en",
   "targetLang": "fr",
   "useGoogleTranslate": true
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
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    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
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   "window_display": false
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 },
 "nbformat": 4,
 "nbformat_minor": 4
}
